{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from KNN import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD8CAYAAABw1c+bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4028ce18d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD8CAYAAABw1c+bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4028cdc5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataingDataMat, datingLabels = file2matrix('datingTestSet.txt')\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.scatter(dataingDataMat[:, 1], dataingDataMat[:, 2], 15.0*array(datingLabels), 15.0*array(datingLabels))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0.      ,  0.      ,  0.001156]),\n",
       " array([  9.12730000e+04,   2.09193490e+01,   1.69551700e+00]))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = dataingDataMat.min(0)\n",
    "b = dataingDataMat.max(0)\n",
    "a, b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  9.12730000e+04,   2.09193490e+01,   1.69436100e+00])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranges = b - a\n",
    "ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "normDataSet = zeros(shape(dataingDataMat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = dataingDataMat.shape[0]\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  4.09200000e+04,   8.32697600e+00,   9.52796000e-01],\n",
       "       [  1.44880000e+04,   7.15346900e+00,   1.67274800e+00],\n",
       "       [  2.60520000e+04,   1.44187100e+00,   8.03968000e-01],\n",
       "       ..., \n",
       "       [  2.65750000e+04,   1.06501020e+01,   8.65471000e-01],\n",
       "       [  4.81110000e+04,   9.13452800e+00,   7.26889000e-01],\n",
       "       [  4.37570000e+04,   7.88260100e+00,   1.33129000e+00]])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normDataSet = dataingDataMat - tile(a, (m,1))\n",
    "normDataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.44832535,  0.39805139,  0.56233353],\n",
       "       [ 0.15873259,  0.34195467,  0.98724416],\n",
       "       [ 0.28542943,  0.06892523,  0.47449629],\n",
       "       ..., \n",
       "       [ 0.29115949,  0.50910294,  0.51079493],\n",
       "       [ 0.52711097,  0.43665451,  0.4290048 ],\n",
       "       [ 0.47940793,  0.3768091 ,  0.78571804]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normDataSet = normDataSet/tile(ranges, (m, 1))\n",
    "normDataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'KNN' from '/home/guojing/Desktop/machine-learning/KNN.py'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from imp import reload\n",
    "import KNN\n",
    "reload(KNN)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.010000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.020000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.030000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.040000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.050000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.060000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.070000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.080000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.090000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.100000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.110000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.120000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.130000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.140000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.150000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.160000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.170000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.180000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.190000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.200000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.210000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.220000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.230000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.240000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.250000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.260000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.270000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.280000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.290000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.300000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.310000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.320000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.330000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.340000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.350000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.360000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.370000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.380000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.390000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.400000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.410000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.420000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.430000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.440000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.450000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.460000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.470000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.480000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.490000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.500000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.510000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.520000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.530000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.540000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.550000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.560000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.570000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.580000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.590000\n",
      "the classifier came back with : 1, the real answer is : 3\n",
      "the total error rate is :0.600000\n",
      "the classifier came back with : 1, the real answer is : 2\n",
      "the total error rate is :0.610000\n",
      "the classifier came back with : 1, the real answer is : 1\n",
      "the classifier came back with : 1, the real answer is : 1\n"
     ]
    }
   ],
   "source": [
    "KNN.datingClassTest()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
